{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1f6cad2390>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img=cv2.imread('/home/umar/ML-AI/OpenCV-Projects/Background-color-detector/picture3.jpg')\n",
    "img=cv2.resize(img,(500,500))\n",
    "plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[124 159 199]\n",
      " [142 169 212]\n",
      " [144 171 206]\n",
      " ...\n",
      " [156 155 133]\n",
      " [138 134 115]\n",
      " [160 155 134]]\n"
     ]
    }
   ],
   "source": [
    "#Reshaping to make 2D matrix of all the points.\n",
    "\n",
    "modified_img=img.reshape(img.shape[0]*img.shape[1],3)\n",
    "print(modified_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting all the points in 3D space.\n",
    "\n",
    "x=modified_img[:,0]\n",
    "y=modified_img[:,1]\n",
    "z=modified_img[:,2]\n",
    "fig = plt.figure(figsize=(5,5))\n",
    "ax = plt.axes(projection ='3d')\n",
    "ax.scatter(x, y, z)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Performing unpsupervised learning using K-Means\n",
    "\n",
    "kmean=KMeans(n_clusters=10)\n",
    "labels=kmean.fit_predict(modified_img)\n",
    "#print(kmean.labels_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Points as shown according to the labels of KMeans\n",
    "\n",
    "x=modified_img[:,0]\n",
    "y=modified_img[:,1]\n",
    "z=modified_img[:,2]\n",
    "fig = plt.figure(figsize=(7, 7))\n",
    "ax = plt.axes(projection ='3d')\n",
    "ax.scatter(x, y, z, c=kmean.labels_, cmap='rainbow')\n",
    "ax.scatter(kmean.cluster_centers_[:,0] ,kmean.cluster_centers_[:,1],kmean.cluster_centers_[:,2], color='black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({7: 21010,\n",
       "         9: 10285,\n",
       "         3: 31018,\n",
       "         1: 9219,\n",
       "         4: 2860,\n",
       "         6: 42318,\n",
       "         0: 53609,\n",
       "         8: 9956,\n",
       "         5: 18532,\n",
       "         2: 51193})"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Making frequency of each label set i.e count of no. of data-points in each label\n",
    "\n",
    "count=Counter(labels)\n",
    "count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[206.56928531, 216.39244262, 230.74504572],\n",
       "       [ 91.27038441, 115.60682187, 154.90286952],\n",
       "       [227.07980001, 234.20004687, 242.03921645],\n",
       "       [167.89948678, 173.72864013, 194.84884284],\n",
       "       [102.52198186, 111.55268667,  51.13398465],\n",
       "       [207.43432603, 208.85976628, 182.26603479],\n",
       "       [184.94351672, 196.63697431, 219.12105587],\n",
       "       [133.63844982, 146.51456865, 179.46024567],\n",
       "       [171.33540872, 172.71932115, 123.34535047],\n",
       "       [130.99350523, 179.58094223, 230.0811361 ]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#centroids of the clusters\n",
    "\n",
    "center_color=kmean.cluster_centers_\n",
    "center_color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([133.63844982, 146.51456865, 179.46024567]),\n",
       " array([130.99350523, 179.58094223, 230.0811361 ]),\n",
       " array([167.89948678, 173.72864013, 194.84884284]),\n",
       " array([ 91.27038441, 115.60682187, 154.90286952]),\n",
       " array([102.52198186, 111.55268667,  51.13398465]),\n",
       " array([184.94351672, 196.63697431, 219.12105587]),\n",
       " array([206.56928531, 216.39244262, 230.74504572]),\n",
       " array([171.33540872, 172.71932115, 123.34535047]),\n",
       " array([207.43432603, 208.85976628, 182.26603479]),\n",
       " array([227.07980001, 234.20004687, 242.03921645])]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ordered_color=[center_color[i] for i in count.keys()]\n",
    "ordered_color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rgb2hex(color):\n",
    "    return \"#{:02x}{:02x}{:02x}\".format(int(color[0]), int(color[1]), int(color[2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#abac7b',\n",
       " '#e3eaf2',\n",
       " '#5b739a',\n",
       " '#82b3e6',\n",
       " '#666f33',\n",
       " '#ced8e6',\n",
       " '#8592b3',\n",
       " '#cfd0b6',\n",
       " '#b8c4db',\n",
       " '#a7adc2']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hex_color=[rgb2hex(ordered_color[i]) for i in count.keys()]\n",
    "hex_color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x7f1f698ebc88>,\n",
       "  <matplotlib.patches.Wedge at 0x7f1f698f73c8>,\n",
       "  <matplotlib.patches.Wedge at 0x7f1f698f7a20>,\n",
       "  <matplotlib.patches.Wedge at 0x7f1f69889128>,\n",
       "  <matplotlib.patches.Wedge at 0x7f1f698897f0>,\n",
       "  <matplotlib.patches.Wedge at 0x7f1f69889eb8>,\n",
       "  <matplotlib.patches.Wedge at 0x7f1f698965c0>,\n",
       "  <matplotlib.patches.Wedge at 0x7f1f69896c88>,\n",
       "  <matplotlib.patches.Wedge at 0x7f1f698a8390>,\n",
       "  <matplotlib.patches.Wedge at 0x7f1f698a8a58>],\n",
       " [Text(1.0618837372575285, 0.28705910288298564, '#abac7b'),\n",
       "  Text(0.8708199780633142, 0.6720658939462775, '#e3eaf2'),\n",
       "  Text(0.4227645412635709, 1.0155147180864503, '#5b739a'),\n",
       "  Text(-0.12201293126262133, 1.093212168156165, '#82b3e6'),\n",
       "  Text(-0.28591136548069235, 1.06219333978752, '#666f33'),\n",
       "  Text(-0.8122159713376985, 0.7418255966896526, '#ced8e6'),\n",
       "  Text(-0.9830457418226163, -0.4935798511734674, '#8592b3'),\n",
       "  Text(-0.3321002744827154, -1.048670304570748, '#cfd0b6'),\n",
       "  Text(0.05640081239736978, -1.0985531158578163, '#b8c4db'),\n",
       "  Text(0.8801259935584153, -0.6598319751745989, '#a7adc2')])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8, 6))\n",
    "plt.pie(count.values(),labels=hex_color,colors=hex_color,shadow=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_key(val):\n",
    "    for key,value in count.items():\n",
    "         if val==value:\n",
    "            return key\n",
    " \n",
    "    return \"key doesn't exist\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'#8592b3'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Getting the max. color as our background\n",
    "\n",
    "label_background=get_key(max(count.values()))\n",
    "background_color=ordered_color[label_background]\n",
    "hex_color_background=rgb2hex(background_color)\n",
    "hex_color_background"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1f6987d400>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#showing our background in the form of an image.\n",
    "\n",
    "bg=np.zeros((512,512,3),np.uint8)\n",
    "bg_color=cv2.rectangle(bg,(0,0),(512,512),background_color,-1)\n",
    "plt.imshow(bg_color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
